{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "numpy_coding.ipynb",
      "provenance": [],
      "mount_file_id": "1GusTVp1V4jn7y0LU7LLDlRejGDzU_W4I",
      "authorship_tag": "ABX9TyPRPYTaY/kP6q4LfxNzrkO/",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/SummerLife/Embedded-ML/blob/master/gist/numpy_coding.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kUlfVbyGFHNj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "x = np.array([1,2,3])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GeawMPJ4FbgV",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "9326669c-e829-4142-9cbb-3b809a4c04dd"
      },
      "source": [
        "x"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1, 2, 3])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ukh9JoC6FdRU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "c22498a5-24c8-4717-d036-8f310f52b071"
      },
      "source": [
        "print(x)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[1 2 3]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ovlIAQXrFe1l",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "3009dd03-2384-4203-946e-4a3c7d6883df"
      },
      "source": [
        "type(x)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "numpy.ndarray"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JJuNofTrFhWI",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "ce889881-35a4-4bf3-eb71-40870ff8a863"
      },
      "source": [
        "x.dtype"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dtype('int64')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WauuBlrAFoWv",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "b054ccee-9136-44f7-f526-13892aa3a092"
      },
      "source": [
        "x.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(3,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Dvryw0TFFqcs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x = np.array([1.0,2.0,3.0])\n",
        "y = np.array([2.0,3.0,4.0])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oxn40A3WF2oZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "35f8d56e-a1ac-4bee-9176-797b4af1781b"
      },
      "source": [
        "x"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1., 2., 3.])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zhWuDBedF4Th",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "6a3fc2e8-1506-4618-f076-11f48707739f"
      },
      "source": [
        "y"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([2., 3., 4.])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4o5rp_CRF5Gd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "e43988de-e3fc-4ca9-ede0-793af27dffdc"
      },
      "source": [
        "x + y"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([3., 5., 7.])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g9Y92Mi1F58L",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "5cf9a036-aa96-4143-e1a6-7c610212dd0f"
      },
      "source": [
        "x - y"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([-1., -1., -1.])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "urmjcgEGF84A",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "27dd598d-6367-470d-dda1-e25bc13e973f"
      },
      "source": [
        "x * y"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 2.,  6., 12.])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8zFrjUvXGARn",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "6ce82cd2-6a22-4ad0-8520-fde8c1c8781c"
      },
      "source": [
        "x / y"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.5       , 0.66666667, 0.75      ])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xxfKZcFlGDfW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "15eda0a8-e949-44b4-82a3-3098a3a0204b"
      },
      "source": [
        "x * 10"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([10., 20., 30.])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zXBG6BKQGK6Y",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "8377f0a8-29d3-4798-be2e-e2bc06667cca"
      },
      "source": [
        "x / 2.0"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.5, 1. , 1.5])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eev7AAbeGNI_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x = np.array([[1,2], [3,4]])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uMJPvC-UGZNm",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "655df0d1-7526-4786-c138-7ff998e62700"
      },
      "source": [
        "x"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[1, 2],\n",
              "       [3, 4]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "buNKDXnfGfbr",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "813be54a-2efa-4a5a-db63-1ed9ff7df186"
      },
      "source": [
        "x.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2, 2)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rM8tWmI9Gga0",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "b12bb5a8-efa7-468f-ceee-770d4f57f5dd"
      },
      "source": [
        "x.dtype"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dtype('int64')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FvkvEI5rGiDW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "23fb2194-8159-47a6-933b-773a689ebf5c"
      },
      "source": [
        "print(x)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[1 2]\n",
            " [3 4]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0OKXSrrLGlGK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "y = np.array([[5,5], [6,6]])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9it0rceCGrKB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "e6aee8c4-a119-41bb-b9de-1bb4dfbf055d"
      },
      "source": [
        "y"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[5, 5],\n",
              "       [6, 6]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5gjgkD9kGrrF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "5341e5c8-1b1d-4a0a-d2e6-25c8f806a4e7"
      },
      "source": [
        "x + y"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[ 6,  7],\n",
              "       [ 9, 10]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "I8VRMUoEGto3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "785925e6-b6cb-4768-ecea-d8ad01e98a07"
      },
      "source": [
        "x - y"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[-4, -3],\n",
              "       [-3, -2]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ARLqCUohGu-R",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "336b49c4-6d28-47b0-f080-1ec5a2239a1e"
      },
      "source": [
        "x * y"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[ 5, 10],\n",
              "       [18, 24]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0jN_UaEXGxAL",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "cca94c0f-6375-451f-d79e-60ee9b37227e"
      },
      "source": [
        "x / y"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0.2       , 0.4       ],\n",
              "       [0.5       , 0.66666667]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "US9kIPB9Gx7_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "9be13614-8c2b-41c8-9c36-996dba466feb"
      },
      "source": [
        "x * 0"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0, 0],\n",
              "       [0, 0]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dfNNczQkG1GH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "693d1dbd-1ee0-4cd9-bc01-2877d7b77e61"
      },
      "source": [
        "x * 2"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[2, 4],\n",
              "       [6, 8]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7UPlZyluG2a_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x = np.array([[11,22],[33,44],[55,66]])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2ntwkBneHazO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "b8027d21-4117-40a9-94f6-bd84c9cb125d"
      },
      "source": [
        "x"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[11, 22],\n",
              "       [33, 44],\n",
              "       [55, 66]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PAC04OP9HeeV",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "a127b565-a99b-4018-ffa2-fdd3fca2f9ae"
      },
      "source": [
        "x[0]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([11, 22])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CQsOyCW2HfhX",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "5af5e564-a56b-4436-d523-975f01d97cd2"
      },
      "source": [
        "x[0][0]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "11"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NMiqFhmiHhOq",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "766132b3-0220-40b1-8bfb-2036d55628f8"
      },
      "source": [
        "for row in x:\n",
        "    print(row)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[11 22]\n",
            "[33 44]\n",
            "[55 66]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eWpgG8YAHl8N",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        },
        "outputId": "09d7a5e0-6d64-45b7-c9ba-4aa0a9f1f596"
      },
      "source": [
        "for row in x:\n",
        "    for elm in row:\n",
        "        print(elm)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "11\n",
            "22\n",
            "33\n",
            "44\n",
            "55\n",
            "66\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ec8ifTj7Hsdb",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x_flatten = x.flatten()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dxGikhm-HyBb",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "d1f59da1-2df0-4125-ea59-7413c6b907a8"
      },
      "source": [
        "x_flatten"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([11, 22, 33, 44, 55, 66])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wS0rQkcNHyt5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "c08e9d11-3e48-4c00-b2cf-9db5aa672415"
      },
      "source": [
        "x_flatten[np.array([0,2,4])]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([11, 33, 55])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DwsIyjK5IDYs",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "502a928c-e1e6-4fb0-eec5-85c4a9fbd69f"
      },
      "source": [
        "x_flatten > 15"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([False,  True,  True,  True,  True,  True])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1zoZ_5fPIIe6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "e1d838a6-f8ea-4ddf-dcaf-c45c1697d69b"
      },
      "source": [
        "x_flatten[x_flatten > 15]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([22, 33, 44, 55, 66])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IkuTdnPAIOX4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "8b5e14f6-a29a-48ee-eb89-8d3dbd4b9cf1"
      },
      "source": [
        "x_flatten[x_flatten >40]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([44, 55, 66])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rMCKlvwxISee",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LYOcOl9jMejc",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x = np.arange(0, 6, 0.1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-v7qEq0KMiPI",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        },
        "outputId": "8d1287d2-1daf-4f82-e9f4-9e741bf79c8e"
      },
      "source": [
        "x"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0. , 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1. , 1.1, 1.2,\n",
              "       1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2. , 2.1, 2.2, 2.3, 2.4, 2.5,\n",
              "       2.6, 2.7, 2.8, 2.9, 3. , 3.1, 3.2, 3.3, 3.4, 3.5, 3.6, 3.7, 3.8,\n",
              "       3.9, 4. , 4.1, 4.2, 4.3, 4.4, 4.5, 4.6, 4.7, 4.8, 4.9, 5. , 5.1,\n",
              "       5.2, 5.3, 5.4, 5.5, 5.6, 5.7, 5.8, 5.9])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hk3Zz0C4Mi7A",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "y = np.sin(x)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ApH_55VVMli5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        },
        "outputId": "3771092e-dde1-45d7-f37c-7c2654a33e6f"
      },
      "source": [
        "y"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 0.        ,  0.09983342,  0.19866933,  0.29552021,  0.38941834,\n",
              "        0.47942554,  0.56464247,  0.64421769,  0.71735609,  0.78332691,\n",
              "        0.84147098,  0.89120736,  0.93203909,  0.96355819,  0.98544973,\n",
              "        0.99749499,  0.9995736 ,  0.99166481,  0.97384763,  0.94630009,\n",
              "        0.90929743,  0.86320937,  0.8084964 ,  0.74570521,  0.67546318,\n",
              "        0.59847214,  0.51550137,  0.42737988,  0.33498815,  0.23924933,\n",
              "        0.14112001,  0.04158066, -0.05837414, -0.15774569, -0.2555411 ,\n",
              "       -0.35078323, -0.44252044, -0.52983614, -0.61185789, -0.68776616,\n",
              "       -0.7568025 , -0.81827711, -0.87157577, -0.91616594, -0.95160207,\n",
              "       -0.97753012, -0.993691  , -0.99992326, -0.99616461, -0.98245261,\n",
              "       -0.95892427, -0.92581468, -0.88345466, -0.83226744, -0.77276449,\n",
              "       -0.70554033, -0.63126664, -0.55068554, -0.46460218, -0.37387666])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KT5f_0rdMmE6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "outputId": "8de14f56-b795-4577-9f45-8a503d235385"
      },
      "source": [
        "plt.plot(x, y)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f0a7a35a400>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 48
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LHelh6c8Mt-h",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LtTacMy2Mxei",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "x = np.arange(0, 6, 0.1)\n",
        "y1 = np.sin(x)\n",
        "y2 = np.cos(x)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oTJKYsZDNQAz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "outputId": "7372e77d-a1a3-4c43-c4e4-096637fe77c3"
      },
      "source": [
        "plt.plot(x, y1, label=\"sin\")\n",
        "plt.plot(x, y2, label=\"cos\", linestyle = \"--\")\n",
        "plt.xlabel(\"x\")\n",
        "plt.ylabel(\"y\")\n",
        "plt.title('sin & cos')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y1_NosBCNbf1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "8f6d71d0-67a6-4960-d87a-dd18621d4c34"
      },
      "source": [
        "from matplotlib.image import imread\n",
        "\n",
        "img = imread(\"/content/drive/My Drive/source_code/dataset/lena.png\")\n",
        "plt.imshow(img)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2q8mxRKyPQqh",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "f06111e9-43d9-4e5a-f650-288d7e0ae999"
      },
      "source": [
        "img = imread(\"/content/drive/My Drive/source_code/dataset/lena_gray.png\")\n",
        "plt.imshow(img)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HUktXDlSPT7G",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sMXBfgwJ2cON",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def sigmoid(x):\n",
        "    return 1 / (1 + np.exp(-x))"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LeIqFUTy3wb4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "b07268d4-f595-4c23-acc1-28133e3b4d1e"
      },
      "source": [
        "x = np.array([-1.0, 2.0, 1.0])\n",
        "sigmoid(x)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.26894142, 0.88079708, 0.73105858])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QKBybmdD366q",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def relu(x):\n",
        "    np.maximum(0, x)"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0rDmNvk04Bek",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X = np.array([1.0, 0.5])\n",
        "W1 = np.array([[0.1, 0.3, 0.5], [0.2, 0.4, 0.6]])\n",
        "B1 = np.array([0.1, 0.2, 0.3])"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "70D6TSyd4ycw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "e4567259-18f8-447b-bab7-fa4a3d686f04"
      },
      "source": [
        "print(W1.shape)\n",
        "print(X.shape)\n",
        "print(B1.shape)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(2, 3)\n",
            "(2,)\n",
            "(3,)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SufHoNtA44St",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "A1 = np.dot(X, W1) + B1"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8QSA61m26VCa",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "94f76280-8dc9-4f44-c021-50932da53524"
      },
      "source": [
        "A1"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.3, 0.7, 1.1])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "abqQiOCX6V3_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Z1 = sigmoid(A1)"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jsTmDWNA6dBQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "836fdd02-df3e-4998-ce65-97d11692c5e4"
      },
      "source": [
        "Z1"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.57444252, 0.66818777, 0.75026011])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SXuprZ736fQG",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "W2 = np.array([[0.1, 0.4],[0.2, 0.5],[0.3, 0.6]])\n",
        "B2 = np.array([0.1, 0.2])"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NkdqoUqk7Gzp",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "a1722e29-1102-4fef-a2c3-e022fa204872"
      },
      "source": [
        "print(Z1.shape)\n",
        "print(W2.shape)\n",
        "print(B2.shape)"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(3,)\n",
            "(3, 2)\n",
            "(2,)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Bvs2Ttrd7QA-",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "A2 = np.dot(Z1, W2) + B2\n",
        "Z2 = sigmoid(A2)"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H1b9lIUU7qcX",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "e88b8457-9e36-4026-c831-6f166052c0e8"
      },
      "source": [
        "Z2"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.62624937, 0.7710107 ])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BSql5fyn7rqd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def identity_function(x):\n",
        "    return x\n",
        "\n",
        "W3 = np.array([[0.1, 0.3],[0.2,0.4]])\n",
        "B3 = np.array([0.1, 0.2])\n",
        "\n",
        "A3 = np.dot(Z2, W3) + B3\n",
        "Y = identity_function(A3)\n"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o-bH6hQ08Yc9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "565f96b9-8486-4c88-c0fc-0ac0645c8e21"
      },
      "source": [
        "Y"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.31682708, 0.69627909])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S6Ti27Eu8ZSr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}